13:30 - 14:00
Arrival & welcome refreshments at Atrium, Level 1, Merchant Venturers Building (MVB)
Online access details will be provided after registration.
14:00 - 15:00
Invited talk — Prof. Masashi Sugiyama
Title: Toward Lifelong Agents in Imperfect and Changing Environments [Abstract & Bio →]
09:00 - 09:30
Registration & welcome refreshments at Atrium, Level 1, Merchant Venturers Building (MVB)
Online access details will be provided after registration.
09:30 - 09:35
Opening remarks by Prof. Peter Flach and Prof. Masashi Sugiyama
09:35 - 09:50
Prof. Peter Flach
Title: TBD
09:50 - 10:05
Prof. Naoto Yokoya
Title: From Pixels to Planet: Toward Open and Reliable GeoAI
10:05 - 10:20
Dr. Michael Wray
Title: Why do Video Models Struggle on Real World Data?
10:20 - 10:35
Prof. Taiji Suzuki
Title: Feature Learning Theories for Test Time Inference
10:35 - 10:50
Dr. Sam Power
Title: Robustness of Random Walk Metropolis for Steep Potentials
10:50 - 11:05
Prof. Futoshi Futami
Title: Information-theoretic generalization analysis beyond supervised learning
11:05 - 11:30
Coffee break & discussion
11:30 - 11:45
Dr. Mengyue Yang
Title: Self-Improving Causality Seeking Agents in Open-Ended World
11:45 - 12:00
Prof. Ichiro Takeuchi
Title: Statistically Reliable Anomaly Localization in Medical Images Using Diffusion Models
12:00 - 12:15
Dr. Telmo de Menezes e Silva Filho
Title: Machine Learning Evaluation in the Absence of Labels
12:15 - 12:30
Dr. Qibin Zhao
Title: Structured Representation and Learning: Tensor Network Principles for Efficient and Reliable AI
12:30 - 12:45
Dr. Yihan Zhang
Title: Optimal Estimation in Orthogonally Invariant Generalized Linear Models: Spectral Initialization and Approximate Message Passing
12:45 - 13:00
Prof. Shinji Ito
Title: Recent Advances in Learning in Games
13:00 onwards
Light lunch & informal discussions at Atrium, Level 1, Merchant Venturers Building (MVB)